IMPORTANT: Nov 22 16h CET: We've sadly discovered a bug on this data. A silent bug in inference skipped applying normalization to the data. Please use instead this version: https://source.coop/repositories/clay/clay-v1-5-naip-2/

This repository contains all of NAIP on AWS data embedded with Clay v1.5.

Source: This data has been created by Development Seed under contract with Clay

Contact: For feedback and questions, please file a ticket on the model repo of Clay or email us at contact@madewithclay.org

Data Source: NAIP on AWS naip-analytic:

• Includes NAIP imagery from 2010 through 2021.
• The data in this bucket is Original Imagery in Geotiff format 4-band (RGB + NIR)

Model source: Embeddings generated from inference with Clay v1.5:

• Embeddings have 1024 dimensions and correspond to the "class" embedding that is used alongside the patch embeddings at the end of the encoder.
• Each tile is split into tiles of size 256x256, and the attention patch size inside Clay v1.5 is 8x8 px.
• Inference run was done on November '24 on AWS using g4 and g6 EC2, for roughly 60k GPU hours, and costing around $65k.

Embeddings License: Clay CC-By

Format:

• Folder structure follows the same as NAIP folder structure.
• File format is parquet, with two columns: geometry and embeddings

Usage example